A Gentle Introduction to Weight Constraints to Reduce Generalization Error in Deep Learning
https://machinelearningmastery.com/introduction-to-weight-constraints-to-reduce-generalization-error-in-deep-learning/
https://machinelearningmastery.com/introduction-to-weight-constraints-to-reduce-generalization-error-in-deep-learning/
MachineLearningMastery.com
A Gentle Introduction to Weight Constraints in Deep Learning - MachineLearningMastery.com
Weight regularization methods like weight decay introduce a penalty to the loss function when training a neural network to encourage the network to use small weights. Smaller weights in a neural network can result in a model that is more stable and less likely…
How to Reduce Overfitting of a Deep Learning Model with Weight Regularization
https://machinelearningmastery.com/how-to-reduce-overfitting-in-deep-learning-with-weight-regularization/
https://machinelearningmastery.com/how-to-reduce-overfitting-in-deep-learning-with-weight-regularization/
Making Your Neural Network Say “I Don’t Know” — Bayesian NNs using Pyro and PyTorch
https://towardsdatascience.com/making-your-neural-network-say-i-dont-know-bayesian-nns-using-pyro-and-pytorch-b1c24e6ab8cd?source=collection_home---2------0---------------------
https://towardsdatascience.com/making-your-neural-network-say-i-dont-know-bayesian-nns-using-pyro-and-pytorch-b1c24e6ab8cd?source=collection_home---2------0---------------------
Towards Data Science
Making Your Neural Network Say “I Don’t Know” — Bayesian NNs using Pyro and PyTorch
A tutorial + code on writing a bayesian image classifier on MNIST dataset.
No time to read AI research? We summarized top 2018 papers for you
https://www.topbots.com/most-important-ai-research-papers-2018/
https://www.topbots.com/most-important-ai-research-papers-2018/
TOPBOTS
Easy-To-Read Summary of Important AI Research Papers of 2018
UPDATE: We’ve also summarized the top 2019 and top 2020 AI & machine learning research papers. Trying to keep up with AI research papers can feel like an exercise in futility given how quickly the industry moves. If you’re buried in papers to read that you…
Data Science for Real
Transforming property management with advanced analytics and machine learning
https://towardsdatascience.com/data-science-for-real-c09f088b6550
Transforming property management with advanced analytics and machine learning
https://towardsdatascience.com/data-science-for-real-c09f088b6550
Medium
Data Science for Real
Transforming property management with advanced analytics and machine learning models
Attention, Dialogue, and Learning Reusable Patterns
https://medium.com/rasa-blog/attention-dialogue-and-learning-reusable-patterns-5d6bd18ef9f0
https://medium.com/rasa-blog/attention-dialogue-and-learning-reusable-patterns-5d6bd18ef9f0
Medium
Attention, Dialogue, and Learning Reusable Patterns
Our latest research paper introduces the new embedding policy (REDP), which is much better at dealing with uncooperative users.
Digit Recognizer - Introduction to Kaggle Competitions with Image Classification Task (0.995)
https://towardsdatascience.com/digit-recognizer-introduction-to-kaggle-competitions-with-image-classification-task-0-995-268fa2b90e13
https://towardsdatascience.com/digit-recognizer-introduction-to-kaggle-competitions-with-image-classification-task-0-995-268fa2b90e13
Medium
Digit Recognizer - Introduction to Kaggle Competitions
Solving MNIST Digit Recognition Task (0.995)
NHL Analytics: Shots, Rebounds, and Weak Signals
https://towardsdatascience.com/nhl-analytics-shots-rebounds-and-weak-signals-c293ba8c635f
https://towardsdatascience.com/nhl-analytics-shots-rebounds-and-weak-signals-c293ba8c635f
Medium
NHL Analytics: Shots, Rebounds, and Weak Signals
Any pro sport is an exercise in percentages. Pro players are in the top 99.99 percentile of all human beings in that particular sport…
super-cheatsheet-deep-learning.pdf
4.5 MB
Super VIP Cheatsheet: Deep Learning
Forensic Deep Learning: Kaggle Camera Model Identification Challenge
https://towardsdatascience.com/forensic-deep-learning-kaggle-camera-model-identification-challenge-f6a3892561bd
https://towardsdatascience.com/forensic-deep-learning-kaggle-camera-model-identification-challenge-f6a3892561bd
Medium
Forensic Deep Learning: Kaggle Camera Model Identification Challenge
There was a computer vision challenge that was hosted at kaggle.com about a year ago named IEEE’s Signal Processing Society — Camera Model…
Great took for neural network, deep learning and machine learning models visualization.
https://github.com/lutzroeder/netron
https://github.com/lutzroeder/netron
GitHub
GitHub - lutzroeder/netron: Visualizer for neural network, deep learning and machine learning models
Visualizer for neural network, deep learning and machine learning models - lutzroeder/netron
A Gentle Introduction to Early Stopping to Avoid Overtraining Deep Learning Neural Network Models
https://machinelearningmastery.com/early-stopping-to-avoid-overtraining-neural-network-models/
https://machinelearningmastery.com/early-stopping-to-avoid-overtraining-neural-network-models/
How to Stop Training Deep Neural Networks At the Right Time Using Early Stopping
https://machinelearningmastery.com/how-to-stop-training-deep-neural-networks-at-the-right-time-using-early-stopping/
https://machinelearningmastery.com/how-to-stop-training-deep-neural-networks-at-the-right-time-using-early-stopping/
Train Neural Networks With Noise to Reduce Overfitting
https://machinelearningmastery.com/train-neural-networks-with-noise-to-reduce-overfitting/
https://machinelearningmastery.com/train-neural-networks-with-noise-to-reduce-overfitting/
MachineLearningMastery.com
Train Neural Networks With Noise to Reduce Overfitting - MachineLearningMastery.com
Training a neural network with a small dataset can cause the network to memorize all training examples, in turn leading to overfitting and poor performance on a holdout dataset. Small datasets may also represent a harder mapping problem for neural networks…
Machine Learning Top 10 Articles for the Past Month (v.Dec 2018)
https://medium.mybridge.co/machine-learning-top-10-articles-for-the-past-month-v-dec-2018-37b229f930a1
https://medium.mybridge.co/machine-learning-top-10-articles-for-the-past-month-v-dec-2018-37b229f930a1
Medium
Machine Learning Top 10 Articles for the Past Month (v.Dec 2018)
For the past month, we ranked nearly 1,400 Machine Learning articles to pick the Top 10 stories that can help advance your career (0.7%…
Facebook has released #PyText — new framework on top of #PyTorch.
This framework is build to make it easier for developers to build #NLP models.
https://code.fb.com/ai-research/pytext-open-source-nl..
Github: https://github.com/facebookresearch/pytext
This framework is build to make it easier for developers to build #NLP models.
https://code.fb.com/ai-research/pytext-open-source-nl..
Github: https://github.com/facebookresearch/pytext
Engineering at Meta
Open-sourcing PyText for faster NLP development
To make it easier to build and deploy natural language processing (NLP) systems, we are open-sourcing PyText, a modeling framework that blurs the boundaries between experimentation and large-scale …